Pith. sign in

Paper Citation Record · LEDGER

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams

As of 23 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2505.11780.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.11780 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:52:18.305437Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

  • verified exact0
  • verified fuzzy25
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eef55aef-0ae2-4fc5-9268-ef7ae2be5967 · outbound

This paper cites Big data: A review.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Big data: A review

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.692084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.197329Z digest=sha256:3879ca8032cf097b9b8f9f08dd2b85071cff8c0da1c87b528e64e4dec87f6147

Observation b3b2dbf4-d87c-4c17-8eca-78ee85588ba7 · outbound

This paper cites Challenges of big dat a analysis.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Challenges of big dat a analysis

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.679409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.202269Z digest=sha256:ae88dd20bb2d41675b8b4c7c337559247c150f100ea83ef8705fc8a49dd227d7

Observation 27169f07-5edf-432f-b11b-809c4aef7099 · outbound

This paper cites Big data analytics: a survey.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Big data analytics: a survey

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.666436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.206590Z digest=sha256:649526c48cd27b27d60d16422c8a09efb7e4ecaf4b718a40597dd06f463784b2

Observation b621199c-049d-44d4-805d-5c97cabcf064 · outbound

This paper cites Big data analytics: a lit erature review paper.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Big data analytics: a lit erature review paper

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.653393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.210763Z digest=sha256:e72cf40fd203f4c7eaafc525af812cc962bd58dfd820464cd8a4ebe274fa616d

Observation cb6f01ee-1803-4aa4-9a11-05f6820b3345 · outbound

This paper cites So cial networks.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams So cial networks

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.638770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.215596Z digest=sha256:a281a1991b99560b12a5826897271feaef3066d280a78931ba1d2d3a72585a64

Observation 62b2a2fc-df08-47eb-a40f-d7d510cb5c99 · outbound

This paper cites Appli cation of data mining techniques in weather pre- diction and climate change studies.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Appli cation of data mining techniques in weather pre- diction and climate change studies

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.626022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.219585Z digest=sha256:2fb5e244a551c39530781de7e5ca522c1cee0d1303bc7ad60e9b564ac7ab116d

Observation 241640fe-7605-4676-a6e6-81d29798c1fd · outbound

This paper cites Business data minin g—a machine learning perspective.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Business data minin g—a machine learning perspective

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.613215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.224145Z digest=sha256:e382709092e51e6680c66b511c503f62d5e63dc315091bd10a944bbd3902253f

Observation 25a5aa68-b373-499c-b5f5-a3d8adf028a8 · outbound

This paper cites Temporal l ink prediction using graph embedding dynamics.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Temporal l ink prediction using graph embedding dynamics

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.601258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.228339Z digest=sha256:b9e44619052659d1d251e7ab5a302788ab892872eb87fdccd69644bc880b5b30

Observation 386aa2b9-9f17-44a2-94fe-c4c3b145bd03 · outbound

This paper cites The Robustness of Structural Features in Species Interaction Networks.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams The Robustness of Structural Features in Species Interaction Networks

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T20:52:18.232329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:52:18.232329Z digest=sha256:bec7bbc037d2d25c721f0751b00d2dabb2637488d275aa95eed2b808765b2398

Observation bbbb70eb-ac82-435c-bc9b-f6af70e6cde0 · outbound

This paper cites Dynamic data mi ning of sensor data.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Dynamic data mi ning of sensor data

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.588923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.236817Z digest=sha256:b055416b0068c81c0b8c93c7730e29952f4ef91f93c8f9351a7c941d6b0990d5

Observation d5985d4a-9db3-4f0d-8ad1-c6b694e42bf7 · outbound

This paper cites Machine learning algorithms-a review.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Machine learning algorithms-a review

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T20:52:18.240669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:52:18.240669Z digest=sha256:f20f6947918aa47355bfa4460abb8046da111669aa4556cd2d725a49676b50fe

Observation 053215db-c12c-41eb-b32d-92aeb5230e7f · outbound

This paper cites A two -dimensional self-coordination mechanism of agents in a minority game.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams A two -dimensional self-coordination mechanism of agents in a minority game

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.567663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.244493Z digest=sha256:1f19cdc8624d1157a6fb185d6403fdf8149c0069bdc1849f705cba2a13d0fca4

Observation df1f6c8a-cbec-44e9-bde7-7ae338180ea7 · outbound

This paper cites Machine learning on dynamic gra phs: A survey on applications.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Machine learning on dynamic gra phs: A survey on applications

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.554583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.248617Z digest=sha256:026488660d909d796ae9efb2b34a9f5ba4a562552210d8b6d73d51b5f2045bd0

Observation ca203df5-a81f-46fc-b5ad-5444c8d5b7f5 · outbound

This paper cites Mining gps data for mobility p atterns: A survey.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Mining gps data for mobility p atterns: A survey

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.540209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.252465Z digest=sha256:fc160db36f03794a241fd2dcc9585c5a5a28fb2502a9ed31dcfb538d2b5946a4

Observation ab98f1ae-261f-49d1-b724-30552fcffcb9 · outbound

This paper cites Mapreduce: simplifie d data processing on large clusters.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Mapreduce: simplifie d data processing on large clusters

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.524109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.256340Z digest=sha256:85eab4db8eff906cdae438666fea49c467aa4ea45eca43643ab5e61ca9552467

Observation 583fcab8-3b10-4625-a1e8-742e9ee56d19 · outbound

This paper cites Study and analysis of decision tree based classification algorithms.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Study and analysis of decision tree based classification algorithms

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.509933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.260115Z digest=sha256:d8f233eee92d774c6a11b07aead81a3b6ee2f91c91cb5547034453235c3cd0cc

Observation 6c4b05e4-e5f4-4d36-898e-d2bdf214c6f1 · outbound

This paper cites Decision tree methods: applic ations for classification and prediction.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Decision tree methods: applic ations for classification and prediction

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.496379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.263949Z digest=sha256:d3db5f7438b360081c4529bb74cd495a29f27de2d83ab9a91f0b1aea1faa0d04

Observation 2f3b6203-2819-41b1-b93e-59934fcba3d1 · outbound

This paper cites Clustering methods.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Clustering methods

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.483247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.267637Z digest=sha256:e57ab17b0f10bcd15202f819099e911bcab6ae308c791cdf71de60aff834cf02

Observation e97c60b7-14ab-4177-8725-befcf0b45e21 · outbound

This paper cites The mythos of model interpretability : In machine learning, the concept of interpretability is both important and slippery.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams The mythos of model interpretability : In machine learning, the concept of interpretability is both important and slippery

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.470216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.271240Z digest=sha256:eaa6748054c77b5e91382e21c76f28e0805419d6235457b55c372f7151ba5031

Observation 482abbfc-b264-4db2-a7dd-de98e7290ad7 · outbound

This paper cites Algorithms for decision making.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Algorithms for decision making

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T20:52:18.274974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:52:18.274974Z digest=sha256:18330fb5c1934ecf6af55478634f5961cec5b1b606fb76f11b219bc76a2cdedb

Observation 37c652b7-f682-478e-8d71-36a1892348ee · outbound

This paper cites Design of spr int parallelization of data mining algorithms based on cloud computing.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Design of spr int parallelization of data mining algorithms based on cloud computing

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.447957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.279083Z digest=sha256:c8c269ed7f030a3360999b007af4187df84eb34e350e1ee2c53548b7f5c43c03

Observation 13ff47c7-1341-4ff4-9f95-e710e7698c2a · outbound

This paper cites Scalpa rc: A new scalable and efficient parallel classifica- tion algorithm for mining large datasets.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Scalpa rc: A new scalable and efficient parallel classifica- tion algorithm for mining large datasets

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.434974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.282848Z digest=sha256:6628ffcc404317eae2bd13bc00aacc0c305f5d8c379c8e8d5d9dee1465c55ba4

Observation a1b951e3-6ed4-421f-94e3-c7ecc023fe9e · outbound

This paper cites Mapreduce in the clouds for science.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Mapreduce in the clouds for science

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.420961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.286671Z digest=sha256:bf25d9fe0f2d3d279d3714e5e92db7933406dd94c4663e653409b71b6e6176ec

Observation 15ebdf6d-ae1b-45a5-9317-658460718b00 · outbound

This paper cites Planet: massively parallel learning of tree ensembles with mapreduce.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Planet: massively parallel learning of tree ensembles with mapreduce

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.406870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.290244Z digest=sha256:5f82c1cb786d6607498c98ed82aad4af034294cbc771669f698a6bc79ee365c2

Observation 23e22717-28bb-4c3a-bb4d-810b47dbe144 · outbound

This paper cites A novel gr adient boosting regression tree technique optimized by improved sparrow search algorithm for predicting tbm pen etration rate.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams A novel gr adient boosting regression tree technique optimized by improved sparrow search algorithm for predicting tbm pen etration rate

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.394063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.294211Z digest=sha256:8822cc366381a7f490af79c086ab22c56e0b404a765739b812034d1d75ee6611

Observation 1c1bb6ca-02a3-4dca-bf6e-6f3e5a186113 · outbound

This paper cites Gbdt-mo: gradient-b oosted decision trees for multiple outputs.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams Gbdt-mo: gradient-b oosted decision trees for multiple outputs

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.380747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.297984Z digest=sha256:dde9ee644c82eeb734bad64f3f307d458f0bf97340044c78c2dde28a978c2866

Observation dbc3fcfe-4fd2-429c-b750-46dc9e436729 · outbound

This paper cites A vfdt algorithm optimization and appl ication thereof in data stream classification.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams A vfdt algorithm optimization and appl ication thereof in data stream classification

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.367773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.301707Z digest=sha256:5416e4605eeda2336cceec874f583bf9e27ddab9ec061f4228331eb500147d19

Observation 61e6b52b-2bc2-405b-be86-2529ff054f68 · outbound

This paper cites The cart decision tree for mining data streams.

A Review and Analysis of a Parallel Approach for Decision Tree Learning from Large Data Streams The cart decision tree for mining data streams

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:52:18.353329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T20:52:18.305437Z digest=sha256:6bbf66d6bef1350b5ff4401792b1b28095f5e1fe5f43eb4edd34c888068cba42

Pith citing papers

No inbound Pith citation observations are available.